{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "8c0773a5-a21f-4066-9710-9f95bc1f2252",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"800\"\n",
       "            height=\"550\"\n",
       "            src=\"https://drawdata.xyz/scatter.html\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "            \n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.IFrame at 0x7fbc9a87af80>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "from drawdata import draw_scatter\n",
    "\n",
    "draw_scatter()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "56762db1-9f05-4e32-9ef1-bfcef2cd7b18",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_clipboard(sep=',')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "763e5c15-a7cd-4a40-b799-841635f4919d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='x', ylabel='y'>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(data=df, x='x', y='y', hue='z')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9893e6b9-89e0-41e4-8a5d-71b1cd716c15",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "env_twitter",
   "language": "python",
   "name": "env_twitter"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
